{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T14:07:01Z","timestamp":1791295621004,"version":"4.1.0"},"reference-count":18,"publisher":"Radiological Society of North America (RSNA)","issue":"2","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82302180"],"award-info":[{"award-number":["82302180"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82171932"],"award-info":[{"award-number":["82171932"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Radiology"],"published-print":{"date-parts":[[2025,8,1]]},"abstract":"<jats:p>A specialized large language model (LLM) for report summarization had better performance than GPT-4o (OpenAI), a general-purpose LLM, in generating CT and MRI radiology report summaries.<\/jats:p>","DOI":"10.1148\/radiol.243774","type":"journal-article","created":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T13:52:38Z","timestamp":1756216358000},"source":"Crossref","is-referenced-by-count":23,"title":["Comparison of a Specialized Large Language Model with GPT-4o for CT                     and MRI Radiology Report Summarization"],"prefix":"10.1148","volume":"316","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9005-4875","authenticated-orcid":false,"given":"Sunyi","family":"Zheng","sequence":"first","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3492-1783","authenticated-orcid":false,"given":"Nannan","family":"Zhao","sequence":"additional","affiliation":[{"name":"Liaoning Cancer Hospital and Institute, Cancer Hospital                     of China Medical University, Department of Medical Imaging, Shenyang,                     China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8634-7942","authenticated-orcid":false,"given":"Jing","family":"Wang","sequence":"additional","affiliation":[{"name":"Tianjin University of Traditional Chinese Medicine,                     School of Public Health, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tao","family":"Yu","sequence":"additional","affiliation":[{"name":"Liaoning Cancer Hospital and Institute, Cancer Hospital                     of China Medical University, Department of Medical Imaging, Shenyang,                     China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dongsheng","family":"Yue","sequence":"additional","affiliation":[{"name":"Department of Lung Cancer, Lung Cancer Center, Tianjin                     Medical University Cancer Institute and Hospital, Key Laboratory of Cancer                     Prevention and Therapy, National Clinical Research Center of Cancer, Tianjin,                     China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenjia","family":"Zhang","sequence":"additional","affiliation":[{"name":"Second Hospital of Shanxi Medical University, Department                     of Radiology, Taiyuan, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3575-1475","authenticated-orcid":false,"given":"Shuxuan","family":"Fan","sequence":"additional","affiliation":[{"name":"Second Hospital of Shanxi Medical University, Department                     of Radiology, Taiyuan, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaolei","family":"Wang","sequence":"additional","affiliation":[{"name":"Dezhou Second People's Hospital, Department of                     Imaging Center, Dezhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guilin","family":"Tang","sequence":"additional","affiliation":[{"name":"Fourth Hospital of Qinhuangdao, Tianjin Cancer Hospital                     Qinhuangdao Hospital, Department of Radiology, Qinhuangdao, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuxuan","family":"Sun","sequence":"additional","affiliation":[{"name":"Zhejiang University, College of Computer Science and                     Technology, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8198-0677","authenticated-orcid":false,"given":"Hongwei","family":"Wang","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Department                     of Pancreatic Cancer, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-7026-6028","authenticated-orcid":false,"given":"Shui","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Leeds, Leeds, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-3313-088X","authenticated-orcid":false,"given":"Jiaxin","family":"Liu","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Keyi","family":"Bian","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuwei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3104-4471","authenticated-orcid":false,"given":"Geertruida H.","family":"de Bock","sequence":"additional","affiliation":[{"name":"University Medical Center Groningen, University of                     Groningen, Department of Epidemiology, Groningen, the Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2800-4110","authenticated-orcid":false,"given":"Matthijs","family":"Oudkerk","sequence":"additional","affiliation":[{"name":"University Medical Center Groningen, University of                     Groningen, Department of Epidemiology, Groningen, the Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4019-6680","authenticated-orcid":false,"given":"Xiaonan","family":"Cui","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7262-3376","authenticated-orcid":false,"given":"Rozemarijn","family":"Vliegenthart","sequence":"additional","affiliation":[{"name":"University Medical Center Groningen, University of                     Groningen, Department of Radiology, Groningen, the Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3157-8393","authenticated-orcid":false,"given":"Zhaoxiang","family":"Ye","sequence":"additional","affiliation":[{"name":"Tianjin Medical University Cancer Institute and Hospital,                     National Clinical Research Center for Cancer, Tianjin\u2019s Clinical Research                     Center for Cancer, State Key Laboratory of Druggability Evaluation and                     Systematic Translational Medicine, Tianjin Key Laboratory of Digestive Cancer,                     Key Laboratory of Cancer Prevention and Therapy, Department of Radiology, West                     Huan-Hu Rd, Ti Yuan Bei, Hexi District, 300060 Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1577","reference":[{"key":"r1","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.231259"},{"key":"r2","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.232714"},{"key":"r3","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2020.2993528"},{"key":"r4","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.231350"},{"key":"r5","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(23)00113-9"},{"key":"r6","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-023-09432-3"},{"key":"r7","doi-asserted-by":"publisher","DOI":"10.1016\/j.radonc.2023.109483"},{"key":"r8","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.210551"},{"key":"r9","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.230725"},{"key":"r11","doi-asserted-by":"publisher","DOI":"10.1186\/s13244-025-01941-7"},{"key":"r12","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.240895"},{"key":"r13","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.241668"},{"key":"r16","unstructured":"Greenwood PE, Nikulin MS. A                         guide to chi-squared testing: John                         Wiley &                     Sons, 1996."},{"key":"r17","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMM.611.115"},{"key":"r18","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-70618-w"},{"key":"r19","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3132724"},{"key":"r21","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2024.101465"},{"key":"r22","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-02855-5"}],"container-title":["Radiology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/pubs.rsna.org\/doi\/pdf\/10.1148\/radiol.243774","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T13:52:52Z","timestamp":1756216372000},"score":1,"resource":{"primary":{"URL":"http:\/\/pubs.rsna.org\/doi\/10.1148\/radiol.243774"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,1]]},"references-count":18,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,8,1]]}},"alternative-id":["10.1148\/radiol.243774"],"URL":"https:\/\/doi.org\/10.1148\/radiol.243774","relation":{},"ISSN":["0033-8419","1527-1315"],"issn-type":[{"value":"0033-8419","type":"print"},{"value":"1527-1315","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,1]]},"article-number":"e243774"}}